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. 2025 Aug 12;11:e3079. doi: 10.7717/peerj-cs.3079

Table 7. Comparative performance metrics of object detection models used in sports applications.

Model Avg accuracy (%) Avg inference time (ms) Precision (%) Recall (%) F1-score (%)
YOLO (various versions) 85 20 84 82 83
SSD 78 25 76 75 75
Faster R-CNN 90 100 89 91 90
Mask R-CNN 92 120 91 92 91
RetinaNet 87 60 85 83 84
Traditional CV/ML 70 15 65 60 62